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Books > Science & Mathematics > Mathematics > Applied mathematics > General

Cosine-/Sine-Modulated Filter Banks - General Properties, Fast Algorithms and Integer Approximations (Hardcover, 1st ed. 2018):... Cosine-/Sine-Modulated Filter Banks - General Properties, Fast Algorithms and Integer Approximations (Hardcover, 1st ed. 2018)
Vladimir Britanak, K.R. Rao
R5,908 Discovery Miles 59 080 Ships in 10 - 15 working days

This book covers various algorithmic developments in the perfect reconstruction cosine/sine-modulated filter banks (TDAC-MDCT/MDST or MLT, MCLT, low delay MDCT, complex exponential/cosine/sine-modulated QMF filter banks), and near-perfect reconstruction QMF banks (pseudo-QMF banks) in detail, including their general mathematical properties, matrix representations, fast algorithms and various methods to integer approximations being recently a new transform technology for lossless audio coding. Each chapter will contain a number of examples and will conclude with problems and exercises. The book reflects the research efforts/activities and achieved results of the authors in the time period over the last 20 years.

A Mathematical Approach to Special Relativity (Paperback): Ahmad Shariati A Mathematical Approach to Special Relativity (Paperback)
Ahmad Shariati
R2,375 R2,165 Discovery Miles 21 650 Save R210 (9%) Ships in 12 - 17 working days

A Mathematical Approach to Special Relativity introduces the mathematical formalisms of special and general relativity. Developed from the author's experience teaching physics to students across all levels, the valuable resource introduces key concepts, building in complexity and using increasingly advanced mathematical tools as it progresses. Without assuming a background in calculus, the text begins with symmetry, before delving more deeply into Galilean relativity. Throughout, the book provides examples and useful "Guides to the Literature." This unique text emphasizes the experimental consequences and verifications of the underpinning theory in order to provide students with a solid foundation in this key area.

Trichometry (c) - The Study of the Geometrics of the 3-4-5-6 Golden Upright Right Triangle in Cartesian Coordinates.... Trichometry (c) - The Study of the Geometrics of the 3-4-5-6 Golden Upright Right Triangle in Cartesian Coordinates. (Hardcover)
James Osler
R1,173 Discovery Miles 11 730 Ships in 10 - 15 working days
The Geometrical Optics Workbook (Paperback): David S. Loshin The Geometrical Optics Workbook (Paperback)
David S. Loshin
R1,439 Discovery Miles 14 390 Ships in 12 - 17 working days

This workbook is designed to supplement optics textbooks and covers all the traditional topics of geometrical optics. Terms, equations, definitions, and concepts are discussed briefly and explained through a series of problems that are worked out in a step-by-step manner which simplifies the problem-solving process. Additional practice problems are provided at the end of each chapter. * - An indispensable tool when studying for the state and National Boards * - An ideal supplement to optics textbooks * - Covers the traditional topics of geometrical optics.

Economic Logistics - The Optimization of Spatial and Sectoral Resource, Production, and Distribution Systems (Hardcover, New):... Economic Logistics - The Optimization of Spatial and Sectoral Resource, Production, and Distribution Systems (Hardcover, New)
Sten A. Thore
R2,861 Discovery Miles 28 610 Ships in 10 - 15 working days

This work uses techniques of optimization and operations research to develop the first comprehensive survey of the entire field of the optimization of resource, production, and distribution systems. Sten Thore proposes an "economic logistics" that is similar to the well-known concept of military logistics, but which is expanded to include such features as the optimal location of plants, inventories and retail outlets, and the management of hierarchical multi-echelon production, inventory, and distribution systems. The study of individual features of this supply process is familiar from operations research, but Thore joins these elements together into larger analytic structures encompassing the production and distribution system in an entire industry. Following an introductory chapter and a review of the saddle-point theory, coauthored with W. W. Cooper, Thore explores the three dimensions of the supply process synthesis: the spatial dimension (as in simple transportation systems), the vertical dimension (extending from resources to finished consumer goods, as in activity analysis), and the time dimension (as in inventory accumulation and investment). The combination of these then leads to models of such diverse subjects as regional warehouse systems, activity analysis and activity networks, multi-stage warehouse systems of intermediate goods, distribution networks, and spatial equilibrium. Each chapter contains its own exercises which are solved numerically and discussed in great detail, and illustrate such optimization techniques as linear and nonlinear programming, goal programming and goal focusing, chance-constrained programming, and infinite games. This work is designed for use ingraduate courses in economics and mathematics modeling, and will also be a useful addition to college and university library collections.

Foundations of Computer Vision - Computational Geometry, Visual Image Structures and Object Shape Detection (Hardcover, 1st ed.... Foundations of Computer Vision - Computational Geometry, Visual Image Structures and Object Shape Detection (Hardcover, 1st ed. 2017)
James F. Peters
R3,694 Discovery Miles 36 940 Ships in 12 - 17 working days

This book introduces the fundamentals of computer vision (CV), with a focus on extracting useful information from digital images and videos. Including a wealth of methods used in detecting and classifying image objects and their shapes, it is the first book to apply a trio of tools (computational geometry, topology and algorithms) in solving CV problems, shape tracking in image object recognition and detecting the repetition of shapes in single images and video frames. Computational geometry provides a visualization of topological structures such as neighborhoods of points embedded in images, while image topology supplies us with structures useful in the analysis and classification of image regions. Algorithms provide a practical, step-by-step means of viewing image structures. The implementations of CV methods in Matlab and Mathematica, classification of chapter problems with the symbols (easily solved) and (challenging) and its extensive glossary of key words, examples and connections with the fabric of CV make the book an invaluable resource for advanced undergraduate and first year graduate students in Engineering, Computer Science or Applied Mathematics. It offers insights into the design of CV experiments, inclusion of image processing methods in CV projects, as well as the reconstruction and interpretation of recorded natural scenes.

Machine Learning in Bioinformatics (Hardcover): Y. Zhang Machine Learning in Bioinformatics (Hardcover)
Y. Zhang
R3,746 Discovery Miles 37 460 Ships in 12 - 17 working days

An introduction to machine learning methods and their applications to problems in bioinformatics Machine learning techniques are increasingly being used to address problems in computational biology and bioinformatics. Novel computational techniques to analyze high throughput data in the form of sequences, gene and protein expressions, pathways, and images are becoming vital for understanding diseases and future drug discovery. Machine learning techniques such as Markov models, support vector machines, neural networks, and graphical models have been successful in analyzing life science data because of their capabilities in handling randomness and uncertainty of data noise and in generalization. From an internationally recognized panel of prominent researchers in the field, Machine Learning in Bioinformatics compiles recent approaches in machine learning methods and their applications in addressing contemporary problems in bioinformatics. Coverage includes: feature selection for genomic and proteomic data mining; comparing variable selection methods in gene selection and classification of microarray data; fuzzy gene mining; sequence-based prediction of residue-level properties in proteins; probabilistic methods for long-range features in biosequences; and much more. Machine Learning in Bioinformatics is an indispensable resource for computer scientists, engineers, biologists, mathematicians, researchers, clinicians, physicians, and medical informaticists. It is also a valuable reference text for computer science, engineering, and biology courses at the upper undergraduate and graduate levels.

Spectral/hp Element Methods for Computational Fluid Dynamics - Second Edition (Hardcover, 2nd Revised edition): George... Spectral/hp Element Methods for Computational Fluid Dynamics - Second Edition (Hardcover, 2nd Revised edition)
George Karniadakis, Spencer Sherwin
R4,980 Discovery Miles 49 800 Ships in 12 - 17 working days

Spectral methods have long been popular in direct and large eddy simulation of turbulent flows, but their use in areas with complex-geometry computational domains has historically been much more limited. More recently the need to find accurate solutions to the viscous flow equations around complex configurations has led to the development of high-order discretization procedures on unstructured meshes, which are also recognized as more efficient for solution of time-dependent oscillatory solutions over long time periods. Here Karniadakis and Sherwin present a much-updated and expanded version of their successful first edition covering the recent and significant progress in multi-domain spectral methods at both the fundamental and application level. Containing over 50% new material, including discontinuous Galerkin methods, non-tensorial nodal spectral element methods in simplex domains, and stabilization and filtering techniques, this text aims to introduce a wider audience to the use of spectral/hp element methods with particular emphasis on their application to unstructured meshes. It provides a detailed explanation of the key concepts underlying the methods along with practical examples of their derivation and application, and is aimed at students, academics and practitioners in computational fluid mechanics, applied and numerical mathematics, computational mechanics, aerospace and mechanical engineering and climate/ocean modelling.

Forecasting in Mathematics - Recent Advances, New Perspectives and Applications (Hardcover): Abdo Abou Jaoude Forecasting in Mathematics - Recent Advances, New Perspectives and Applications (Hardcover)
Abdo Abou Jaoude
R3,390 Discovery Miles 33 900 Ships in 10 - 15 working days
Applications (Hardcover): Peter Benner, et al Applications (Hardcover)
Peter Benner, et al
R5,846 Discovery Miles 58 460 Ships in 12 - 17 working days

An increasing complexity of models used to predict real-world systems leads to the need for algorithms to replace complex models with far simpler ones, while preserving the accuracy of the predictions. This three-volume handbook covers methods as well as applications. This third volume focuses on applications in engineering, biomedical engineering, computational physics and computer science.

Quantum Information Processing - Theory and Implementation (Hardcover, 2nd ed. 2021): Janos A. Bergou, Mark Hillery, Mark... Quantum Information Processing - Theory and Implementation (Hardcover, 2nd ed. 2021)
Janos A. Bergou, Mark Hillery, Mark Saffman
R2,800 Discovery Miles 28 000 Ships in 12 - 17 working days

This new edition of a well-received textbook provides a concise introduction to both the theoretical and experimental aspects of quantum information at the graduate level. While the previous edition focused on theory, the book now incorporates discussions of experimental platforms. Several chapters on experimental implementations of quantum information protocols have been added: implementations using neutral atoms, trapped ions, optics, and solidstate systems are each presented in its own chapter. Previous chapters on entanglement, quantum measurements, quantum dynamics, quantum cryptography, and quantum algorithms have been thoroughly updated, and new additions include chapters on the stabilizer formalism and the Gottesman-Knill theorem as well as aspects of classical and quantum information theory. To facilitate learning, each chapter starts with a clear motivation to the topic and closes with exercises and a recommended reading list. Quantum Information Processing: Theory and Implementation will be essential to graduate students studying quantum information as well as and researchers in other areas of physics who wish to gain knowledge in the field.

The Nature of Information. (Hardcover): Paul Young The Nature of Information. (Hardcover)
Paul Young
R2,801 Discovery Miles 28 010 Ships in 10 - 15 working days

Young traces the evolution of the term information from its general linguistic use into the mainstream of modern science, proposing an entirely new definition of information as a mass-energy phenomenon. He demonstrates that: information is in all cases a form phenomenon; both form and information are mass-energy rather than abstract phenomena; mind can be viewed as a mass-energy rather form-manipulating process; form constitutes a mechanism immanent in the physical universe via which mass-energy systems can communicate informationally and control their own energetic activities.

Studying Compact Star Equation of States with General Relativistic Initial Data Approach (Hardcover, 1st ed. 2020): Enping Zhou Studying Compact Star Equation of States with General Relativistic Initial Data Approach (Hardcover, 1st ed. 2020)
Enping Zhou
R2,927 Discovery Miles 29 270 Ships in 10 - 15 working days

This book focuses on the equation of state (EoS) of compact stars, particularly the intriguing possibility of the "quark star model." The EoS of compact stars is the subject of ongoing debates among astrophysicists and particle physicists, due to the non-perturbative property of strong interaction at low energy scales. The book investigates the tidal deformability and maximum mass of rotating quark stars and triaxially rotating quark stars, and compares them with those of neutron stars to reveal significant differences. Lastly, by combining the latest observations of GW170817, the book suggests potential ways to distinguish between the neutron star and quark star models.

Ergodic Theory - Advances in Dynamical Systems (Hardcover, Digital original): Idris Assani Ergodic Theory - Advances in Dynamical Systems (Hardcover, Digital original)
Idris Assani
R4,109 Discovery Miles 41 090 Ships in 12 - 17 working days

This monograph discusses recent advances in ergodic theory and dynamical systems. As a mixture of survey papers of active research areas and original research papers, this volume attracts young and senior researchers alike. Contents: Duality of the almost periodic and proximal relations Limit directions of a vector cocycle, remarks and examples Optimal norm approximation in ergodic theory The iterated Prisoner's Dilemma: good strategies and their dynamics Lyapunov exponents for conservative twisting dynamics: a survey Takens' embedding theorem with a continuous observable

Elementary Mechanics Using Python - A Modern Course Combining Analytical and Numerical Techniques (Hardcover, 2015 ed.): Anders... Elementary Mechanics Using Python - A Modern Course Combining Analytical and Numerical Techniques (Hardcover, 2015 ed.)
Anders Malthe-Sorenssen
R1,653 Discovery Miles 16 530 Ships in 12 - 17 working days

This book - specifically developed as a novel textbook on elementary classical mechanics - shows how analytical and numerical methods can be seamlessly integrated to solve physics problems. This approach allows students to solve more advanced and applied problems at an earlier stage and equips them to deal with real-world examples well beyond the typical special cases treated in standard textbooks. Another advantage of this approach is that students are brought closer to the way physics is actually discovered and applied, as they are introduced right from the start to a more exploratory way of understanding phenomena and of developing their physical concepts. While not a requirement, it is advantageous for the reader to have some prior knowledge of scientific programming with a scripting-type language. This edition of the book uses Python, and a chapter devoted to the basics of scientific programming with Python is included. A parallel edition using Matlab instead of Python is also available. Last but not least, each chapter is accompanied by an extensive set of course-tested exercises and solutions.

Advanced Data Analysis in Neuroscience - Integrating Statistical and Computational Models (Hardcover, 1st ed. 2017): Daniel... Advanced Data Analysis in Neuroscience - Integrating Statistical and Computational Models (Hardcover, 1st ed. 2017)
Daniel Durstewitz
R2,066 Discovery Miles 20 660 Ships in 12 - 17 working days

This book is intended for use in advanced graduate courses in statistics / machine learning, as well as for all experimental neuroscientists seeking to understand statistical methods at a deeper level, and theoretical neuroscientists with a limited background in statistics. It reviews almost all areas of applied statistics, from basic statistical estimation and test theory, linear and nonlinear approaches for regression and classification, to model selection and methods for dimensionality reduction, density estimation and unsupervised clustering. Its focus, however, is linear and nonlinear time series analysis from a dynamical systems perspective, based on which it aims to convey an understanding also of the dynamical mechanisms that could have generated observed time series. Further, it integrates computational modeling of behavioral and neural dynamics with statistical estimation and hypothesis testing. This way computational models in neuroscience are not only explanatory frameworks, but become powerful, quantitative data-analytical tools in themselves that enable researchers to look beyond the data surface and unravel underlying mechanisms. Interactive examples of most methods are provided through a package of MatLab routines, encouraging a playful approach to the subject, and providing readers with a better feel for the practical aspects of the methods covered. "Computational neuroscience is essential for integrating and providing a basis for understanding the myriads of remarkable laboratory data on nervous system functions. Daniel Durstewitz has excellently covered the breadth of computational neuroscience from statistical interpretations of data to biophysically based modeling of the neurobiological sources of those data. His presentation is clear, pedagogically sound, and readily useable by experts and beginners alike. It is a pleasure to recommend this very well crafted discussion to experimental neuroscientists as well as mathematically well versed Physicists. The book acts as a window to the issues, to the questions, and to the tools for finding the answers to interesting inquiries about brains and how they function." Henry D. I. Abarbanel Physics and Scripps Institution of Oceanography, University of California, San Diego "This book delivers a clear and thorough introduction to sophisticated analysis approaches useful in computational neuroscience. The models described and the examples provided will help readers develop critical intuitions into what the methods reveal about data. The overall approach of the book reflects the extensive experience Prof. Durstewitz has developed as a leading practitioner of computational neuroscience. " Bruno B. Averbeck

Multiscale Models in Mechano and Tumor Biology - Modeling, Homogenization, and Applications (Hardcover, 1st ed. 2017): Alf... Multiscale Models in Mechano and Tumor Biology - Modeling, Homogenization, and Applications (Hardcover, 1st ed. 2017)
Alf Gerisch, Raimondo Penta, Jens Lang
R4,097 Discovery Miles 40 970 Ships in 12 - 17 working days

This book presents and discusses the state of the art and future perspectives in mathematical modeling and homogenization techniques with the focus on addressing key physiological issues in the context of multiphase healthy and malignant biological materials. The highly interdisciplinary content brings together contributions from scientists with complementary areas of expertise, such as pure and applied mathematicians, engineers, and biophysicists. The book also features the lecture notes from a half-day introductory course on asymptotic homogenization. These notes are suitable for undergraduate mathematics or physics students, while the other chapters are aimed at graduate students and researchers.

Multilevel Strategic Interaction Game Models for Complex Networks (Hardcover, 1st ed. 2019): Eitan Altman, Konstantin... Multilevel Strategic Interaction Game Models for Complex Networks (Hardcover, 1st ed. 2019)
Eitan Altman, Konstantin Avrachenkov, Francesco De Pellegrini, Rachid El-Azouzi, Huijuan Wang
R3,221 Discovery Miles 32 210 Ships in 10 - 15 working days

This book provides a state-of-the-art overview on the dynamics and coevolution in multi-level strategic interaction games. As such it summarizes the results of the European CONGAS project, which developed new mathematical models and tools for the analysis, prediction and control of dynamical processes in systems possessing a rich multi-level structure and a web of interwoven interactions among elements with autonomous decision-making capabilities. The framework is built around game theoretical concepts, in particular evolutionary and multi-resolution games, and includes also techniques drawn from graph theory, statistical mechanics, control and optimization theory. Specific attention is devoted to systems that are prone to intermittency and catastrophic events due to the effect of collective dynamics.

Schur-Convex Functions and Inequalities - Volume 2: Applications in Inequalities (Hardcover): Huan-nan Shi Schur-Convex Functions and Inequalities - Volume 2: Applications in Inequalities (Hardcover)
Huan-nan Shi; Contributions by Harbin Institute of Technology
R4,530 Discovery Miles 45 300 Ships in 12 - 17 working days

This two-volume work introduces the theory and applications of Schur-convex functions. The second volume mainly focuses on the application of Schur-convex functions in sequences inequalities, integral inequalities, mean value inequalities for two variables, mean value inequalities for multi-variables, and in geometric inequalities.

Theory of Gravitational Interactions (Hardcover, 2nd ed. 2017): Maurizio Gasperini Theory of Gravitational Interactions (Hardcover, 2nd ed. 2017)
Maurizio Gasperini
R2,515 R1,542 Discovery Miles 15 420 Save R973 (39%) Ships in 12 - 17 working days

This is the second edition of a well-received book that is a modern, self-contained introduction to the theory of gravitational interactions. The new edition includes more details on gravitational waves of cosmological origin, the so-called brane world scenario, and gravitational time-delay effects.The first part of the book follows the traditional presentation of general relativity as a geometric theory of the macroscopic gravitational field, while the second, more advanced part discusses the deep analogies (and differences) between a geometric theory of gravity and the gauge theories of the other fundamental interactions. This fills a gap within the traditional approach to general relativity which usually leaves students puzzled about the role of gravity. The required notions of differential geometry are reduced to the minimum, allowing room for aspects of gravitational physics of current phenomenological and theoretical interest, such as the properties of gravitational waves, the gravitational interactions of spinors, and the supersymmetric and higher-dimensional generalization of the Einstein equations. This textbook is primarily intended for students pursuing a theoretical or astroparticle curriculum but is also relevant for PhD students and young researchers.

Contagion Phenomena with Applications in Finance (Hardcover): Serge Darolles, Christian Gourieroux Contagion Phenomena with Applications in Finance (Hardcover)
Serge Darolles, Christian Gourieroux
R2,087 R1,962 Discovery Miles 19 620 Save R125 (6%) Ships in 12 - 17 working days

Much research into financial contagion and systematic risks has been motivated by the finding that cross-market correlations (resp. coexceedances) between asset returns increase significantly during crisis periods. Is this increase due to an exogenous shock common to all markets (interdependence) or due to certain types of transmission of shocks between markets (contagion)? Darolles and Gourieroux explain that an attempt to convey contagion and causality in a static framework can be flawed due to identification problems; they provide a more precise definition of the notion of shock to strengthen the solution within a dynamic framework. This book covers the standard practice for defining shocks in SVAR models, impulse response functions, identitification issues, static and dynamic models, leading to the challenges of measurement of systematic risk and contagion, with interpretations of hedge fund survival and market liquidity risks

Fractional Derivatives with Mittag-Leffler Kernel - Trends and Applications in Science and Engineering (Hardcover, 1st ed.... Fractional Derivatives with Mittag-Leffler Kernel - Trends and Applications in Science and Engineering (Hardcover, 1st ed. 2019)
Jose Francisco Gomez, Lizeth Torres, Ricardo Fabricio Escobar
R2,975 Discovery Miles 29 750 Ships in 10 - 15 working days

This book offers a timely overview of fractional calculus applications, with a special emphasis on fractional derivatives with Mittag-Leffler kernel. The different contributions, written by applied mathematicians, physicists and engineers, offers a snapshot of recent research in the field, highlighting the current methodological frameworks together with applications in different fields of science and engineering, such as chemistry, mechanics, epidemiology and more. It is intended as a timely guide and source of inspiration for graduate students and researchers in the above-mentioned areas.

Distribution of Energy Momentum Tensor around Static Charges in Lattice Simulations and an Effective Model (Hardcover, 1st ed.... Distribution of Energy Momentum Tensor around Static Charges in Lattice Simulations and an Effective Model (Hardcover, 1st ed. 2021)
Ryosuke Yanagihara
R4,128 Discovery Miles 41 280 Ships in 12 - 17 working days

The energy momentum tensor (EMT) is one of the most fundamental observables in physics. Recently, a novel method to define EMT on the basis of the gradient-flow formalism has been proposed. It turned out that the EMT operator can be constructed even on the lattice with the method, which enables non-perturbative computations. This approach has been successfully applied to the analyses on thermodynamic quantities. This book presents the study on spatial EMT distributions around static charges via the gradient flow in lattice simulations based on SU(3) Yang-Mills theory. Static charges are employed as probes to explore complex quantum systems, and EMT then characterizes the response of vacuum as well as hot medium under the existence of the charges, which significantly provides profound and novel insights into the non-perturbative phenomena, such as the confinement of quarks. In addition, the book treats the study on the EMT distribution around a magnetic vortex in the Abelian-Higgs model, which is compared with the lattice result. These achievements open up various future studies for revealing non-trivial aspects of the strong interaction. The book also includes well-organized reviews on general properties of EMT, lattice gauge theory and the gradient-flow formalism with its application to the definition of EMT. They are useful for students and young researchers as a brief introduction to this field.

Algebraic Methods in General Rough Sets (Hardcover, 1st ed. 2018): aMani, Gianpiero Cattaneo, Ivo Duntsch Algebraic Methods in General Rough Sets (Hardcover, 1st ed. 2018)
aMani, Gianpiero Cattaneo, Ivo Duntsch
R3,852 Discovery Miles 38 520 Ships in 10 - 15 working days

This unique collection of research papers offers a comprehensive and up-to-date guide to algebraic approaches to rough sets and reasoning with vagueness. It bridges important gaps, outlines intriguing future research directions, and connects algebraic approaches to rough sets with those for other forms of approximate reasoning. In addition, the book reworks algebraic approaches to axiomatic granularity. Given its scope, the book offers a valuable resource for researchers and teachers in the areas of rough sets and algebras of rough sets, algebraic logic, non classical logic, fuzzy sets, possibility theory, formal concept analysis, computational learning theory, category theory, and other formal approaches to vagueness and approximate reasoning. Consultants in AI and allied fields will also find the book to be of great practical value.

Micro-Econometrics for Policy, Program and Treatment Effects (Hardcover, New): Myoung-Jae Lee Micro-Econometrics for Policy, Program and Treatment Effects (Hardcover, New)
Myoung-Jae Lee
R5,304 Discovery Miles 53 040 Ships in 12 - 17 working days

In many disciplines of science it is vital to know the effect of a 'treatment' on a response variable of interest; the effect being known as the 'treatment effect'. Here, the treatment can be a drug, an education program or an economic policy, and the response variable can be an illness, academic achievement or GDP. Once the effect is found, it is possible to intervene to adjust the treatment and attain a desired level of the response variable. A basic way to measure the treatment effect is to compare two groups, one of which received the treatment and the other did not. If the two groups are homogenous in all aspects other than their treatment status, then the difference between their response outcomes is the desired treatment effect. But if they differ in some aspects in addition to the treatment status, the difference in the response outcomes may be due to the combined influence of more than one factor. In non-experimental data where the treatment is not randomly assigned but self-selected, the subjects tend to differ in observed or unobserved characteristics. It is therefore imperative that the comparison be carried out with subjects similar in their characteristics. This book explains how this problem can be overcome so the attributable effect of the treatment can be found. This book brings to the fore recent advances in econometrics for treatment effects. The purpose of this book is to put together various economic treatments effect models in a coherent fashion, make it clear which can be parameters of interest, and show how they can be identified and estimated under weak assumptions. The emphasis throughout the book is on semi- and non-parametric estimation methods, but traditional parametric approaches are also discussed. This book is ideally suited to researchers and graduate students with a basic knowledge of econometrics.

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